Pith Number

pith:F6BYP5XV

pith:2025:F6BYP5XVSYBTYOJILSXMJA2GUY

not attested not anchored not stored refs pending

Causality analysis of electricity market liberalization on electricity price using novel Machine Learning methods

Daniel Traian Pele, Orr Shahar, Stefan Lessmann

arxiv:2507.12331 v1 · 2025-07-16 · econ.GN · q-fin.EC

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{F6BYP5XVSYBTYOJILSXMJA2GUY}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Receipt and verification

First computed	2026-07-05T11:38:18.417941Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2f8387f6f596033c39285caec48346a62373d48914bf46af2b6abbc28eaba986

Aliases

arxiv: 2507.12331 · arxiv_version: 2507.12331v1 · doi: 10.48550/arxiv.2507.12331 · pith_short_12: F6BYP5XVSYBT · pith_short_16: F6BYP5XVSYBTYOJI · pith_short_8: F6BYP5XV

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/F6BYP5XVSYBTYOJILSXMJA2GUY \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 2f8387f6f596033c39285caec48346a62373d48914bf46af2b6abbc28eaba986

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "42fa21dca47e6f3fef35a26db79effe1265799f4fdf946613fbaf0b4a8a94f66",
    "cross_cats_sorted": [
      "q-fin.EC"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "econ.GN",
    "submitted_at": "2025-07-16T15:24:06Z",
    "title_canon_sha256": "e12c4953b5d69dcb6912cd5d4d1a392299b3f9e4c1133ff7eee6314fac4a9014"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.12331",
    "kind": "arxiv",
    "version": 1
  }
}